DUNE: a versatile neuroimaging encoder captures brain complexity across 3 major diseases: cancer, dementia, and schizophrenia - Barba, Thomas; Bagley, Bryce A; Steyaert, Sandra; Carrillo-Perez, Francisco; Sadée, Christoph; Iv, Michael; Gevaert, Olivier (Gigascience, 2025)
Keywords: Aged; Algorithms; Alzheimer's disease; Brain; Brain - diagnostic imaging; Brain - pathology; Cardiovascular diseases; Complexity; Dementia; Dementia - diagnostic imaging; Dementia - pathology; Dementia disorders; Disease; Female; Glioma; Humans; Image Processing, Computer-Assisted - methods; Image quality; Learning algorithms; Machine Learning; Magnetic resonance imaging; Magnetic Resonance Imaging - methods; Male; Medical imaging; Mental disorders; Middle Aged; Neoplasms - diagnostic imaging; Neurodegenerative diseases; Neuroimaging; Neuroimaging - methods; Neurology; Parameters; Schizophrenia; Schizophrenia - diagnostic imaging; Schizophrenia - pathology; Therapeutic applications; deep learning; autoencoders; feature extraction; neuroimaging